Pith. sign in

Paper Citation Record · LEDGER

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming

As of 8 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 2 inbound Pith citation observations for arXiv:2505.15039.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.15039 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:29:29.422156Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:00:46.102393Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T08:01:06.698832Z

Reference resolution

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy18
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 005d399d-ffa2-4679-a049-f4195636ac77 · outbound

This paper cites Burke, Tsong Yueh Chen, John A.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Burke, Tsong Yueh Chen, John A

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:33.980534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:26.834439Z digest=sha256:8b1918b12e39ac1e184c6cbb3fc09dea989fb3b5f8d2ba21f19efd68e21da486

Observation ac7a3743-6a9a-4269-acc0-4018d3d3651a · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Evaluating Large Language Models Trained on Code

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:26.971998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:26.971998Z digest=sha256:18c52f79f7bb4241ad348a9f85ff8bba7bb451a456d545da16533b58f23a879b

Observation 307347fc-29ce-4b3a-bcf4-e3778142d495 · outbound

This paper cites Context-free commutative grammars with integer counters and resets.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Context-free commutative grammars with integer counters and resets

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:33.833855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.119266Z digest=sha256:8d6014facdd76d9708010ebe60ad53ba7a7cb985a1bf93926661f214da5b092d

Observation 28cadd28-eac1-4cfd-92c2-3aa554605f3c · outbound

This paper cites Desmarais.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Desmarais

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:33.638086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.248917Z digest=sha256:a8cfaacc9c69c1f1fce81bb1a46e399a9517a8cc3f3a4eb8888254fbd20a41d0

Observation ce90ddc7-8117-4138-8f76-d93c33c143a7 · outbound

This paper cites CodeBERT : A pre-trained model for programming and natural languages.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming CodeBERT : A pre-trained model for programming and natural languages

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:33.455518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.427398Z digest=sha256:614b4f4a490887b93e8298a21412ed943b8eebda4652c3fec2f8c4695a4cbb65

Observation 27a8d741-fc33-4d71-a5cc-fbb4099789ce · outbound

This paper cites EvoSuite : A utomatic test suite generation for object-oriented software.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming EvoSuite : A utomatic test suite generation for object-oriented software

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:33.263890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.635981Z digest=sha256:993a0abcd2427071381ad9a7ff5c40656525e040db65cec5100f6382f28d4357

Observation 46e54cd7-1309-42ad-b8ea-fc24290c8e83 · outbound

This paper cites an unresolved cited work.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:29:33.098055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.722438Z digest=sha256:64752d84ca12e9401bb1d9a9f60e05f11b99780ef4c1e185089d7f0adadca146

Observation 706e1fe7-b618-4435-85ca-db66264568f0 · outbound

This paper cites UniXcoder : U nified cross-modal pre-training for code representation.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming UniXcoder : U nified cross-modal pre-training for code representation

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:32.871185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.854011Z digest=sha256:dc2c98f6db05274ea8f80b4fa7c6596a8a86115d1ffa56cd82f5d1132e9f617c

Observation 300a58b2-5942-468e-8190-ee516134d079 · outbound

This paper cites Hopcroft, Rajeev Motwani, and Jeffrey D.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Hopcroft, Rajeev Motwani, and Jeffrey D

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:32.607461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.917136Z digest=sha256:f139638d3070fd834132177ff732a0eebb6971f7d95fdff3aa80d77274ee55b4

Observation 19b4d0de-75cf-43c3-8b8d-0dc5858063f5 · outbound

This paper cites Lahiri, and Siddhartha Sen.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Lahiri, and Siddhartha Sen

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:32.339669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:27.957967Z digest=sha256:c0654af6c5d06d6cd3528c22a1481727509fada47af9edfc4d5b33e2de484e65

Observation 01da9971-a13b-458d-86e8-047c1770487b · outbound

This paper cites an unresolved cited work.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-07T15:29:32.071808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.055205Z digest=sha256:97ae2b6316ae38eeb14ff9c4f6d98a012f056b3a1bfa36959497c83a13434c04

Observation 4c7f4297-b6c9-40c6-ba22-0de0feb7e647 · outbound

This paper cites Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:31.742965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.181334Z digest=sha256:ff64f73bd60f89cf2c8ab6247d515cee057b355c376d5eeb9fefe176a8ee259a

Observation 1f52ad91-71f8-4053-939f-c63c9a1fe123 · outbound

This paper cites Miller, Lars Fredriksen, and Bryan So.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Miller, Lars Fredriksen, and Bryan So

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:31.411031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.386380Z digest=sha256:e68d8f73905a8c669a171a322772cbcdeb83aaf302d8d36a614547c63a1319a1

Observation aad1074c-78dd-4bac-8618-8ca0b012c93b · outbound

This paper cites Kung, Geert Janssen, Wei Zhang, Giacomo Domeniconi, Vladimir Zolotov, Julian Dolby, Jie Chen, Mihir R.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Kung, Geert Janssen, Wei Zhang, Giacomo Domeniconi, Vladimir Zolotov, Julian Dolby, Jie Chen, Mihir R

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:31.001626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.514021Z digest=sha256:eaf59dcbfd00ca536fc46074581a7f2ab8bf638372da27e34373885e6292e892

Observation 85ebd76a-7c86-47c8-98f9-c4e01c981d98 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Code Llama: Open Foundation Models for Code

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:28.656489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:28.656489Z digest=sha256:6858e02311f6cf702be1f2a19c911f99d9f9556bff944e04a7fb912eed6e0e75

Observation 8a795059-5bd9-431d-af76-441c34f3e0a8 · outbound

This paper cites Gramatron: E ffective grammar-aware fuzzing.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Gramatron: E ffective grammar-aware fuzzing

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:30.798716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.712002Z digest=sha256:37dd85686673105c1571eab8bc28926414ffb40c73b63be1dce466763e1a8fe5

Observation 269dc555-f1b3-4422-8b59-8e4ca95a18c5 · outbound

This paper cites Gemma: Open Models Based on Gemini Research and Technology.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Gemma: Open Models Based on Gemini Research and Technology

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:28.761039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:28.761039Z digest=sha256:8a0cca6bfb79250c995b2fa6dc1eb05dc8fc0948cce14f73d236f5c429cd78e5

Observation d5125234-cf1a-43f6-89ac-c45125180934 · outbound

This paper cites Bissyand \' e.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Bissyand \' e

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:30.534409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.835613Z digest=sha256:a1ae9dd613b5c88333e9cb8aae0e9119b1c5825b861cb4de0358ea12cfa8291d

Observation 50f59f46-39d8-47c2-9e03-b41dabf5e3b2 · outbound

This paper cites CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming CodeT5: Identifier-aware Unified Pre-trained Encoder-Decoder Models for Code Understanding and Generation

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:28.888487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:28.888487Z digest=sha256:cca7c261ff5b46898fc4b018c06fad38705bdc86616106e41000df3fa195f406

Observation d0bf057d-554d-469b-bf78-22e3d1b6d53f · outbound

This paper cites Saurous, and Yoon Kim.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Saurous, and Yoon Kim

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:30.238342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:28.941230Z digest=sha256:c7c015218fef80ac292c618ac4bdb5cff34601319f94d432b3301055ccaff42c

Observation 3c25c92e-8739-4e20-a05a-7a6aa9a60f6c · outbound

This paper cites TESTEVAL: Benchmarking Large Language Models for Test Case Generation.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:29.018544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:29.018544Z digest=sha256:943712c584ea5527c54814f3948bbfc17274743b1eec584a7ea6a7d9c53e50e8

Observation 425c547a-f9a2-42f0-90ed-47c40df3f29b · outbound

This paper cites Chi, Quoc V.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Chi, Quoc V

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:30.008396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:29.089294Z digest=sha256:0e889d363c3416d2cea1b8aab483b6e8030c7cf6e6fc07aaf88bc2b3296abc4c

Observation 19548b65-5592-4342-a099-55a7246dcff3 · outbound

This paper cites Fuzz4all: Universal fuzzing with large language models.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming Fuzz4all: Universal fuzzing with large language models

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:29.877390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:29.140633Z digest=sha256:9600609ab1910a82114b49a25bff777905ecef5e91aa187cc134cefd36e47691

Observation 956df0ac-d9b1-431a-ae35-fbde84fe7971 · outbound

This paper cites TestAug : A framework for augmenting capability-based NLP tests.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming TestAug : A framework for augmenting capability-based NLP tests

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:29.775651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:29.199188Z digest=sha256:a2a8b3cd2fe123c6fdd74b0709773bd734f55132ee887c25179b58955c9245a4

Observation 2d37bf4c-76cb-4a6a-b30a-0a6e24084a08 · outbound

This paper cites No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming No More Manual Tests? Evaluating and Improving ChatGPT for Unit Test Generation

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:29.277721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:29.277721Z digest=sha256:232fd1667ef5b302b393b024d5dc23aa9272db10d4b5ced1864744197b8e7b44

Observation ff9a024d-8ee5-4067-bec3-92fe7089ac21 · outbound

This paper cites RePair : A utomated program repair with process-based feedback.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming RePair : A utomated program repair with process-based feedback

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:29:29.642186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-08-07T15:29:29.344668Z digest=sha256:db63f8fff6ffc18d2eb67ca42bb16ace2b00db707e90efea24b86246f531603d

Observation 172dd74a-bc15-43e8-bcba-d992a9dc80cf · outbound

This paper cites write newline.

LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming write newline

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T15:29:29.422156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T15:29:29.422156Z digest=sha256:29655fc810adba40d70eb7ce5aa4787a6feb51d9bf5110da977a7c0aceca1f4a

Pith citing papers

Observation 25265aa3-491a-4d89-8d6a-eabe744e28ed · inbound

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs cites this paper.

SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-07T11:00:46.102393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:00:46.102393Z digest=sha256:633813594cd156f25e1f9ffcf2a911120d8c26d9e6da998573d4391375b97a3c

Observation a08140a6-c940-4ceb-ac73-2036707773aa · inbound

ContractEval: A Benchmark for Evaluating Contract-Satisfying Assertions in Code Generation cites this paper.

ContractEval: A Benchmark for Evaluating Contract-Satisfying Assertions in Code Generation LogiCase: Effective Test Case Generation from Logical Description in Competitive Programming

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-18T08:01:06.701974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-18T08:00:16.298393Z digest=sha256:f8c9a3ff98fec1c0ec5957e91b50319cc2ee42979918ba38acd8ec912d3c6a02